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Automation Risk Analysis

Will “Line Assembly Utility Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line Assembly Utility Worker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Line Assembly Utility Worker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Mark items with details, such as grade or acceptance-rejection status.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Analyze test data, making computations as necessary, to determine test results.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Position products, components, or parts for testing.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Recommend necessary corrective actions, based on inspection results.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Compute usable amounts of items in shipments.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Notify supervisors or other personnel of production problems.

  • Collect or select samples for testing or for use as models.

  • Compute defect percentages or averages, using formulas and calculators.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

Technologies & Software

  • Dassault Systemes SolidWorks
  • SAP software
  • Microsoft Outlook
  • Skype
  • Coordinate measuring machine software
  • Inspection marking systems
  • DeepSeek
  • Statistical process control SPC data collection devices
  • ChatGPT (OpenAI)
  • Microsoft SharePoint
  • Apache Pig
  • Rockwell Automation AI
  • Nova (Amazon)
  • IBM Notes
  • Grok (xAI)
  • Mistral (Mistral AI)
  • Kimi (Moonshot AI)
  • Sight Machine AI
  • Claude (Anthropic)
  • Cybermetrics GAGETrak
  • Apache Hive
  • Mastercam computer-aided design and manufacturing software
  • Cognex Vision AI
  • Tolerance analysis software
  • Microsoft Office software
  • Qwen (Alibaba)
  • IBM Lotus Notes
  • Mastercam Design
  • Verisurf Metrology
  • Label inspection systems
  • Structured query language SQL
  • Microsoft Excel
  • FileMaker Pro
  • Extensible markup language XML
  • ABB AI Robotics
  • Selenium
  • Data analysis software
  • Atlassian JIRA
  • Microsoft Word
  • Autodesk AutoCAD
  • Microsoft PowerPoint
  • Llama (Meta)
  • Computer assisted design software
  • Medical condition coding software
  • The MathWorks MATLAB
  • Siemens Industrial AI
  • Design of experiments DOE software
  • R
  • Wilcox Associates PC-DMIS Inspection Planner
  • Dassault Systemes CATIA
  • Database software
  • Gemini (Google)
  • Microsoft Access
  • Minitab
  • Data entry software
  • Computer-aided inspection software
  • Microsoft Visio
  • Frequency meters
  • Laser thickness gauges
  • Hydraulic pumps
  • Holographic interferometers
  • Compression testers
  • Color spectrometers
  • Digital resistance thermometers
  • Viscometers
  • Frequency counters
  • Impact toughness testers
  • Hardness testers
  • Function generators
  • Mass flow leak testers
  • Eddy current flaw detectors
  • Pi tapes
  • Bit error rate testers BERT
  • Forklifts
  • Calorimetric leak testers
  • Gloss meters
  • Linear or mixed signal equipment
  • Personal computers
  • Plotters
  • Fatigue testers
  • Metallurgical microscopes
  • Accelerometers
  • Return loss calibrator RLC passive component testers
  • Signal generators
  • Moisture meters
  • Ammeters
  • Printed circuit board PCB testers
  • Verisurf 3Dgage
  • Thread gauges
  • Height gauges
  • Multimeters
  • Verisurf CMM Master
  • Power meters
  • Tensile testers
  • Sorting machines
  • Eddy current probes
  • Digital multimeters
  • Plug gauges
  • Resistance meters
  • Piezoelectric acceleration instruments
  • Continuity testers
  • Shock testers
  • Verisurf Master3DGage
  • Direct current DC power testers
  • Magnetic particle flaw detectors
  • Magnetic induction acceleration instruments
  • Hipot testers
  • Vibration and shaker systems
  • Pulse generators
  • Manufacturing defect analyzers MDA
  • Resistivity meters
  • Penetrant flaw detectors
  • Digital voltmeters DVM
  • Logic test systems
  • Optical comparators
  • Measuring microscopes
  • Sampling oscilloscopes
  • Depth gauges
  • Laser shearography flaw detectors
  • Overhead cranes
  • Force transducers
  • Conductivity meters
  • Optical gauges
  • Shear testers
  • Creep and stress relaxation testers
  • Capacitive acceleration instruments
  • Ductility testers
  • Hydraulic lifts
  • Digital resistance meters
  • Impact hammers
  • Environmental chambers
  • Resonance acceleration instruments
  • Calipers
  • Strain gauges
  • Coordinate measuring machines CMM
  • Beta gauges
  • In-circuit testers
  • Radiographic flaw detectors
  • Backplane testers
  • Utrasonic flaw detectors
  • Bubble leak testers
  • Industrial bench scales
  • Null-balance acceleration instruments
  • Pin gauges
  • Micrometers

Alternative Job Titles